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<news:title>1% of Tokens Can Be Enough: On Gradient Estimation in On-Policy Distillation</news:title>
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<loc>https://skillfed.io/news/2026-09-23/anyjev</loc>
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<loc>https://skillfed.io/news/2026-09-23/care-experience-guided-atomic-corrective-execution-for-vision-language-action</loc>
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<loc>https://skillfed.io/news/2026-09-23/deep-persona-a-psychologically-grounded-architecture-and-evaluation-framework</loc>
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<news:title>One to More, More to One: Category-Aware Iterative Expert Training for Software Engineering Agents</news:title>
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<loc>https://skillfed.io/news/2026-09-23/onpanda-efficient-annotation-of-on-policy-alignment-data-for-llms-and-agents</loc>
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<news:title>onPanda: Efficient Annotation of On-Policy Alignment Data for LLMs and Agents via Token-Level Correction</news:title>
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<news:title>Realtime-Venus: A full-duplex interaction system with asynchronous delegation</news:title>
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<loc>https://skillfed.io/news/2026-09-23/rizzo-flow</loc>
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<loc>https://skillfed.io/news/2026-09-23/rrsi-regularized-recursive-self-improvement-of-agent-harnesses</loc>
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<news:title>RRSI: Regularized Recursive Self-Improvement of Agent Harnesses</news:title>
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<loc>https://skillfed.io/news/2026-09-24/3dicon</loc>
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<loc>https://skillfed.io/news/2026-09-24/agent-jev</loc>
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<loc>https://skillfed.io/news/2026-09-24/all-in-one-multilingual-scene-text-recognition-with-script-aware-mixture-of</loc>
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<loc>https://skillfed.io/news/2026-09-24/emergent-collusion-in-long-horizon-llm-agent-interaction</loc>
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<news:title>Emergent Collusion in Long-Horizon LLM Agent Interaction</news:title>
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<loc>https://skillfed.io/news/2026-09-24/flash-dllm-io-aware-kv-caching-and-parallel-decoding-for-fast-memory-efficient</loc>
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<news:title>Flash-dLLM: IO-Aware KV Caching and Parallel Decoding for Fast, Memory-Efficient Diffusion LLMs</news:title>
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<loc>https://skillfed.io/news/2026-09-24/gae-learning-a-geometry-native-latent-space-for-3d-consistent-world-generation</loc>
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<news:title>GAE: Learning a Geometry-Native Latent Space for 3D-Consistent World Generation</news:title>
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<loc>https://skillfed.io/news/2026-09-24/jev-as-a-judge-accept-when-confident-escalate-when-unsure</loc>
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<news:title>JEV-as-a-Judge: Accept When Confident, Escalate When Unsure</news:title>
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<loc>https://skillfed.io/news/2026-09-24/lean-pool-an-ai-maintained-archive-of-formalized-mathematics</loc>
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<news:title>Lean Pool: An AI-Maintained Archive of Formalized Mathematics</news:title>
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<news:title>Ovis-Embedding: Pushing the Frontiers of Universal Omni-Modal Embeddings</news:title>
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<loc>https://skillfed.io/news/2026-09-24/recursive-self-improvement-of-ai-research-agents</loc>
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<loc>https://skillfed.io/news/2026-09-24/stablevq-practical-guidelines-for-stable-vector-quantized-tokenizer-training</loc>
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<news:title>StableVQ: Practical Guidelines for Stable Vector-Quantized Tokenizer Training</news:title>
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<loc>https://skillfed.io/news/2026-09-24/typesafe-mcp</loc>
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